slop-eval
slop-eval is an MCP server, listed under model apis. It reaches anthropic and github. It needs ANTHROPIC_API_KEY to authenticate. Its repository has 0 GitHub stars and is licensed under Apache-2.0; we last read it on 2026-10-23.
slop-eval evaluates AI-generated UI for genericness using an Anthropic LLM, providing JSON output and a library API for CI and quality gates.
Install
Read from slop-eval’s own README, close to verbatim -- not written by us, and not guessed.
npx slop-eval-cli score --screenshot ./preview.png --json
What it reaches, and what it needs
What it connects to
Unverified means a mention in the server’s own description, not a citation. A wrong claim here costs nothing to correct and nothing to trust yet.
Maintenance
CLI (npm + PyPI) and GitHub Action that scores AI-generated UI for genericness using an Anthropic LLM-judge rubric, with a --json mode and library API for CI and agent quality gates
slop-eval compared with similar servers
| Server | Reaches | Needs | Stars | Last update | Licence |
|---|---|---|---|---|---|
| slop-eval (this page) | anthropic, github | ANTHROPIC_API_KEY | 0 | 2026-10-21 | Apache-2.0 |
| mcp-anywhere | anthropic, github, google, jwt(2 shared) | ANTHROPIC_API_KEY, GITHUB_TOKEN, GOOGLE_OAUTH_CLIENT_SECRET, JWT_SECRET_KEY, SECRET_KEY | 48 | 2026-10-26 | MIT |
| awesome-agent-skills-mcp | anthropic, github(2 shared) | None listed | 26 | 2026-04-13 | MIT |
| doop | anthropic, azure, better(1 shared) | ANTHROPIC_API_KEY, AZURE_OPENAI_API_KEY, BETTER_AUTH_SECRET | 930 | 2026-10-22 | AGPL-3.0 |
| just-prompt | anthropic, deepseek, gemini, groq, openai(1 shared) | ANTHROPIC_API_KEY, DEEPSEEK_API_KEY, GEMINI_API_KEY, GROQ_API_KEY, OPENAI_API_KEY | 739 | 2025-08-10 | — |
| cdp-bridge-mcp | anthropic(1 shared) | ANTHROPIC_API_KEY | 304 | 2026-10-07 | MIT |
Ranked by services in common with slop-eval, then by stars. Figures are from each repository when we last read it.
Common questions about slop-eval
- What does slop-eval do?
- slop-eval evaluates AI-generated UI for genericness using an Anthropic LLM, providing JSON output and a library API for CI and quality gates.
- How do I install slop-eval?
- Its own README gives this command: npx slop-eval-cli score --screenshot ./preview.png --json. Run it where your MCP client can launch the server, and check the README for any settings it asks for.
- What does slop-eval connect to, and what does it need?
- It reaches anthropic and github. The credentials we found in its source are ANTHROPIC_API_KEY.
- Is slop-eval official and is it maintained?
- We found nothing naming it as a vendor’s official server. Its repository has 0 GitHub stars and its state in our directory is listed. Its last commit we recorded was on 2026-10-21.
- What licence does slop-eval use?
- The repository declares the Apache-2.0 licence.
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